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Simple_Unsupervised_Keyphrase_Extraction_using_...

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May 02, 2019
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 Simple_Unsupervised_Keyphrase_Extraction_using_Sentence_Embeddings.pdf

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MARUYAMA

May 02, 2019
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Transcript

  1. 4JNQMF6OTVQFSWJTFE,FZQISBTF&YUSBDUJPO VTJOH4FOUFODF&NCFEEJOHT ,BNJM#FOOBOJ4NJSFT $MBVEJV.VTBU "OESFBB)PTTNBOO .JDIBFM#BFSJTXZM .BSUJO+BHHJ $P/-- QQ -JUFSBUVSFSFWJFX

    /BHBPLB6OJWFSTJUZPG5FDIOPMPHZ5BLVNJ.BSVZBNB

  2. "CTUSBDU ⾣'TDPSFʹ͓͍ͯطଘख๏Λ্ճΔੑೳΛୡ੒ ⾣4FOUFODFFNCFEEJOHʹΑΔڭࢣͳ͠ख๏ΛఏҊ &NCFE3BOL ⾣4VQFSWJTFELFZQISBTFFYUSBDUJPO ɾΞϊςʔγϣϯ͞Εͨେن໛ͳίʔύε͕ඞཁ ɾυϝΠϯ֎ͷೖྗʹऑ͍

  3. &NCFE3BOL ⾣ҎԼͷTUFQͰ࣮ߦ  ඼ࢺʹج͍ͮͯɺจॻ͔ΒϑϨʔζΛநग़  จॻͱϑϨʔζΛಉۭؒ͡ʹຒΊࠐΈ ɾ%PDWFD &NCFE3BOLEW ɾ4FOUWFD &NCFE3BOLTW

     จॻϕΫτϧʹ͍ۙϕΫτϧΛ࣋ͭϑϨʔζΛநग़ ɾ$PTJOFTJNJMBSJUZ

  4. &NCFE3BOL NPMFDVMBSFRVJWBMFODFJOEJDFT NPMFDVMBSFRVJWBMFODFOVNCFS NPMFDVMBSFRVJWBMFODFOVNCFST UPQPMPHJDBMTIBQFT UPQPMPHJDBMTIBQF நग़͞ΕͨΩʔϑϨʔζʹ৑௕ੑ͕͋Δ

  5. &NCFE3BOL ⾣&NCFE3BOL ީิͷଟ༷ੑΛߟྀ &NCFE3BOL  ඼ࢺʹج͍ͮͯɺจॻ͔ΒϑϨʔζΛநग़  จॻͱϑϨʔζΛಉۭؒ͡ʹຒΊࠐΈ ɾ4FOUWFD &NCFE3BOL

    TW  จॻϕΫτϧʹ͍ۙϕΫτϧΛ࣋ͭϑϨʔζΛநग़ ɾ.BYJNBM.BSHJOBM3FMFWBODF

  6. &NCFE3BOL ⾣.BYJNBM.BSHJOBM3FMFWBODF ..3 $ΩʔϑϨʔζͷީิͱͳΔϑϨʔζͷू߹ ,நग़͞ΕͨΩʔϑϨʔζू߹ EPDจॻϕΫτϧ $J $KϑϨʔζͷϕΫτϧ

  7. &NCFE3BOL ⾣/PSNBMJ[FEDPTJOFTJNJMBSJUZ М ɾ ඪ४ภࠩ

  8. &NCFE3BOL

  9. &YQFSJNFOUTFUUJOH ⾣%BUBTFUT ɾ*OTQFDTDJFOUJpDKPVSOBMBCTUSBDUT ୹͍จॻ ɾ%6$OFXTQBQFSBSUJDMF தఔ౓ͷ௕͞ͷจॻ ɾ/64GVMMTDJFOUJpDDPOGFSFODFQBQFST ௕͍จॻ 3FDBMM͸ෆՄೳ

  10. 3FTVMUT &NCFE3BOL͸ɺ *OTQFDɾ%6$ʹ͓͍ͯ طଘख๏Λ্ճΔੑೳ /64ʹ͓͍ͯ͸ɺ 5PQJD3BOL .VMUJQBSUJUF ͕ߴ͍είΞΛه࿥ ௕͍จॻͰ͸ɺ จॻ಺ʹ͓͚Δ

    ϑϨʔζͷग़ݱҐஔͷ ৘ใ͕ॏཁ

  11. 3FTVMUT &NCFE3BOLʹ QPTJUJPOBMCJBTΛՃ͑ %6$ /64ʹ͓͚Δ ɹੑೳΛվળ

  12. 3FTVMUT &NCFE3BOLͷํ͕ &NCFE3BOL ΑΓ΋ ߴ͍'TDPSFΛ֫ಘ

  13. 3FTVMUT ⾣ਓखධՁ ɾ*OTQFD %6$ͷจॻ ɾྑ͍ΩʔϑϨʔζू߹ʹ౤ථ Е&NCFE3BOL Е&NCFE3BOL

  14. $PODMVTJPO ⾣'TDPSFධՁʹؔ͢Δ໰୊Λࢦఠ ⾣4FOUFODFFNCFEEJOHʹΑΔڭࢣͳ͠ख๏ΛఏҊ &NCFE3BOL ɾൺֱత୹͍จॻ *OTQFD %6$ ʹ͓͍ͯޮՌత ɾྨࣅͨ͠,FZQISBTF্͕ҐΛ઎Ίͯ͠·͏ ⾣,FZQISBTFͷଟ༷ੑΛߟྀ

    &NCFE3BOL ɾϢʔβʹΑΔධՁͰ͸ɺ&NCFE3BOLʹൺ΂ߴ͍ධՁΛ֫ಘ